ISD methods

setup

Attaching package: ‘dplyr’

The following objects are masked from ‘package:stats’:

    filter, lag

The following objects are masked from ‘package:base’:

    intersect, setdiff, setequal, union

get data

dat <- get_toy_portal_data()

Loading in data version 1.90.0

dat_e <- add_energy_sizeclass(dat)
isd <- make_isd(dat_e)

draw a sim

set.seed(352)
communitypars <- get_community_pars(isd)
sim <- draw_sim(community_pars = communitypars)
sim_e <- add_energy_sizeclass(sim)
sim_isd <- make_isd(sim_e)

plot ISDs

isd_plot <- plot_isd(isd, "Empirical")
sim_isd_plot <- plot_isd(sim_isd, "Simulated") 
gridExtra::grid.arrange(isd_plot, sim_isd_plot, nrow = 1)

fit GMMs

isds_to_analyze <- list(emp = isd,
                        sim = sim_isd)
gmms <- lapply(isds_to_analyze, fit_gmm)

integrate density

ids <- lapply(gmms, get_integrated_density)

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id_plots <- lapply(ids, plot_integrated_density, threshold_lines = 0.05, pit_boundaries = F)
gridExtra::grid.arrange(grobs = id_plots, nrow = 1)

find modes, pits, and troughs

ids <- lapply(ids, add_all_pit_boundaries, threshold = 0.05)

No troughs below threshold

id_plots <- lapply(ids, plot_integrated_density, pit_boundaries = T)
gridExtra::grid.arrange(grobs = id_plots, nrow = 1)

summarize isd method results

isd_method_summaries <- lapply(ids, isd_methods_summary, threshold = 0.05) %>%
  dplyr::bind_rows(.id = "community")

Sims at scale

communitypars <- get_community_pars(isd)
sims <- replicate(draw_sim(community_pars = communitypars), n = 1000, simplify = F)
sims_e <- lapply(sims, add_energy_sizeclass)
sims_isd <- lapply(sims_e, make_isd)
sims_gmms <- lapply(sims_isd, fit_gmm)
sims_ids <- lapply(sims_gmms, get_integrated_density)

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sims_ids_05 <- lapply(sims_ids, add_all_pit_boundaries, threshold = 0.05)

Fewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below threshold

sims_ids_025 <- lapply(sims_ids, add_all_pit_boundaries, threshold = 0.025)

Fewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below threshold

sims_ids_1 <- lapply(sims_ids, add_all_pit_boundaries, threshold = 0.1)

No troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -Infno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfNo troughs below thresholdFewer than 2 peaks above thresholdNo troughs below thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdNo troughs below thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above thresholdno non-missing arguments to min; returning Infno non-missing arguments to max; returning -InfFewer than 2 peaks above thresholdFewer than 2 peaks above threshold

sims_isd_method_summaries_05 <- lapply(sims_ids_05, isd_methods_summary, threshold = 0.05)
sims_isd_method_summaries_025 <- lapply(sims_ids_025, isd_methods_summary, threshold = 0.025)
sims_isd_method_summaries_1 <- lapply(sims_ids_1, isd_methods_summary, threshold = 0.1)
sims_summary <-  dplyr::bind_rows(sims_isd_method_summaries_05, 
                                  sims_isd_method_summaries_025,
                                  sims_isd_method_summaries_1,
                                  .id = "sim")
sims_plots <- lapply(sims_ids[1:10], plot_integrated_density, threshold_lines = c(0.025, 0.05, 0.1))
sims_plots

[[1]]

[[2]]

[[3]]

[[4]]

[[5]]

[[6]]

[[7]]

[[8]]

[[9]]

[[10]]

sims_summary_plots <- plot_isd_methods_summary(sims_summary)
gridExtra::grid.arrange(grobs = sims_summary_plots, nrow = 1)